Gene set enrichment analysis of pathways and transcription factors associated with diabetic retinopathy using a microarray dataset

被引:15
作者
He, Kan [1 ]
Lv, Wenwen [1 ]
Zhang, Qing [2 ]
Wang, Yuqing [1 ]
Tao, Liming [2 ]
Liu, Dahai [1 ]
机构
[1] Anhui Univ, Ctr Stem Cell & Translat Med, Sch Life Sci, Hefei 230601, Anhui, Peoples R China
[2] Anhui Med Univ, Dept Ophthalmol, Hosp 2, Hefei 230601, Anhui, Peoples R China
关键词
diabetic retinopathy; pathway; gene set enrichment analysis; peroxisome proliferator-activated receptor; SMAD; ALDOSE REDUCTASE; RAGE GENE; VEGF GENE; POLYMORPHISMS; EXPRESSION; ANGIOGENESIS; EGFR;
D O I
10.3892/ijmm.2015.2220
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
Diabetic retinopathy (DR) is a serious microvascular complication of diabetes, which causes visual disability and blindness. Several studies have used gene expression profiling of DR to identify the key genes involved in this process; however, few studies have focused on the associated pathways and transcription factors (TFs), or on the co-expression patterns at the multiple pathways level. In this study, we employed a microarray dataset from the public database library of the Gene Expression Omnibus (GEO) associated with DR and applied gene set enrichment analysis (GSEA) to this dataset and performed candidate TF selection. As a result, 10 upregulated pathways, including the type I diabetes mellitus and peroxisome proliferator-activated receptor (PPAR) signaling pathways, as well as 59 downregulated pathways, including the ErbB signaling pathway and the mammalian target of rapamycin (mTOR) signaling pathway, were identified as DR-related pathways. The majority of these pathways have been previously identified, but some were novel. Finally, co-expression networks of related pathways were constructed using the significant core genes and TFs, such as PPAR and SMAD4. The results of our study may enhance our understanding of the molecular mechanisms associated DR at the genome-wide level.
引用
收藏
页码:103 / 112
页数:10
相关论文
共 44 条
[1]   Role of epidermal growth factor receptor (EGFR) in corneal remodelling in diabetes [J].
Akhtar, Saeed ;
Almubrad, Turki ;
Bron, Anthony J. ;
Yousif, Mariam H. M. ;
Benter, Ibrahim F. ;
Akhtar, Saghir .
ACTA OPHTHALMOLOGICA, 2009, 87 (08) :881-889
[2]   Polymorphisms of sorbitol dehydrogenase (SDH) gene and susceptibility to diabetic retinopathy [J].
Amano, S ;
Yamagishi, S ;
Koda, Y ;
Tsuneoka, M ;
Soejima, M ;
Okamoto, T ;
Inagaki, Y ;
Yamada, K ;
Kimura, H .
MEDICAL HYPOTHESES, 2003, 60 (04) :550-551
[3]   A common polymorphism in the 5′-untranslated region of the VEGF gene is associated with diabetic retinopathy in type 2 diabetes [J].
Awata, T ;
Inoue, K ;
Kurihara, S ;
Ohkubo, T ;
Watanabe, M ;
Inukai, K ;
Inoue, I ;
Katayama, S .
DIABETES, 2002, 51 (05) :1635-1639
[4]   NCBI GEO: archive for functional genomics data sets-update [J].
Barrett, Tanya ;
Wilhite, Stephen E. ;
Ledoux, Pierre ;
Evangelista, Carlos ;
Kim, Irene F. ;
Tomashevsky, Maxim ;
Marshall, Kimberly A. ;
Phillippy, Katherine H. ;
Sherman, Patti M. ;
Holko, Michelle ;
Yefanov, Andrey ;
Lee, Hyeseung ;
Zhang, Naigong ;
Robertson, Cynthia L. ;
Serova, Nadezhda ;
Davis, Sean ;
Soboleva, Alexandra .
NUCLEIC ACIDS RESEARCH, 2013, 41 (D1) :D991-D995
[5]   Polymorphism R25P in the gene encoding transforming growth factor-beta (TGF-β1) is a newly identified risk factor for proliferative diabetic retinopathy [J].
Beránek, M ;
Kanková, K ;
Benes, P ;
Izakovicová-Hollá, L ;
Znojil, V ;
Hájek, D ;
Vlková, E ;
Vácha, J .
AMERICAN JOURNAL OF MEDICAL GENETICS, 2002, 109 (04) :278-283
[6]   The mechanisms of action of PPARs [J].
Berger, J ;
Moller, DE .
ANNUAL REVIEW OF MEDICINE, 2002, 53 :409-435
[7]   Whole genome assessment of the retinal response to diabetes reveals a progressive neurovascular inflammatory response [J].
Brucklacher, Robert M. ;
Patel, Kruti M. ;
VanGuilder, Heather D. ;
Bixler, Georgina V. ;
Barber, Alistair J. ;
Antonetti, David A. ;
Lin, Cheng-Mao ;
LaNoue, Kathryn F. ;
Gardner, Thomas W. ;
Bronson, Sarah K. ;
Freeman, Willard M. .
BMC MEDICAL GENOMICS, 2008, 1 (1)
[8]   Activation of vascular endothelial growth factor receptor-1 sustains angiogenesis and bcl-2 expression via the phosphatidylinositol 3-kinase pathway in endothelial cells [J].
Cai, J ;
Ahmad, S ;
Jiang, WG ;
Huang, JH ;
Kontos, CD ;
Boulton, M ;
Ahmed, A .
DIABETES, 2003, 52 (12) :2959-2968
[9]   Therapeutic Effects of PPARα Agonists on Diabetic Retinopathy in Type 1 Diabetes Models [J].
Chen, Ying ;
Hu, Yang ;
Lin, Mingkai ;
Jenkins, Alicia J. ;
Keech, Anthony C. ;
Mott, Robert ;
Lyons, Timothy J. ;
Ma, Jian-xing .
DIABETES, 2013, 62 (01) :261-272
[10]   Gene expression profile of adult T-cell acute lymphocytic leukemia identifies distinct subsets of patients with different response to therapy and survival [J].
Chiaretti, S ;
Li, XC ;
Gentleman, R ;
Vitale, A ;
Vignetti, M ;
Mandelli, F ;
Ritz, J ;
Foa, R .
BLOOD, 2004, 103 (07) :2771-2778